Bibliographic record
Abstract
Previous scholarship has overanalyzed Sappho’s object preference more than her male counterparts. By examining the historiographical analyses of Sappho, as well as the progression of ideas throughout these analyses, we can easily see what past scholars have focused on, Sappho’s sexuality, and the inherent biases they have brought to the table. Sappho is worth more than her sexuality; it is important to study Sappho’s work within her social and cultural context in order to examine how her poetry was received in her own time as well as how her writing may reflect the values of her society. The methodology we use when we approach Sappho must be altered. Rather than debating Sappho’s sexuality based on modern biases, it is important to examine the language used within her poems to understand Sappho in her own context. The goal of this article is not to analyze a different aspect of Sappho. Rather, it aims to review past literary studies to show how there has been a problematic focus on Sappho’s sexuality, and that there is more knowledge to glean regarding antiquity if such focus is set aside.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".